{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###Process image with different convolution kernels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.image as mpimg\n",
    "import numpy as np\n",
    "\n",
    "def get_image(kernel):\n",
    "\timg=mpimg.imread('./images/shanghai.jpg')\n",
    "\tlum_img = img[:,:,1]\n",
    "\tans = np.zeros((lum_img.shape[0] - 2, lum_img.shape[1] - 2))\n",
    "\tprint('...')\n",
    "\n",
    "\tfor i in range(1, lum_img.shape[0] - 1):\n",
    "\t\tfor j in range(1, lum_img.shape[1] - 1):\n",
    "\t\t\tfor p in range(0,3):\n",
    "\t\t\t\tfor q in range(0,3):\n",
    "\t\t\t\t\tx = i + p - 1\n",
    "\t\t\t\t\ty = j + q - 1\n",
    "\t\t\t\t\tans[i - 1][j - 1] = ans[i - 1][j - 1] + lum_img[x][y] * kernel[p][q]\n",
    "\n",
    "\t# I don't know whether this is reasonable\n",
    "\tans[ans < ans.mean()] = ans.mean()\n",
    "\treturn ans\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "kernel1 = np.array([1, 0, -1, 0, 0, 0, -1, 0, 1]).reshape(3,3)\n",
    "kernel2 = np.array([0, 1, 0, 1, -4, 1, 0, 1, 0]).reshape(3,3)\n",
    "#kernel3 = np.array([-1, -1, -1, -1, 8, -1, -1, -1, -1]).reshape(3,3)\n",
    "kernel3 = np.array([0,1,1,-1,0,1,-1,-1,0]).reshape(3,3)\n",
    "# kernel3 = np.array([1,-2,1,1,-2,1,1,-2,1]).reshape(3,3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "...\n",
      "...\n",
      "...\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAMsAAACGCAYAAABzPX6BAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nWZLDYpb0H1t11gTli1R4AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fa4a9ce78d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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7QtGrwnYYszYaMJSIdSlAKpQ72DDChhHDOKAoB2kZwDIwHhWEMoIK1jiscWTO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\nVwOAM1T7E3aYAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fa4a7924a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "\n",
    "ax0 = fig.add_subplot(2, 2, 1)\n",
    "img=mpimg.imread('./images/shanghai.jpg')\n",
    "plt.imshow(img)\n",
    "\n",
    "ax1 = fig.add_subplot(2, 2, 2)\n",
    "plt.imshow(get_image(kernel1), cmap='gray')\n",
    "\n",
    "ax2 = fig.add_subplot(2, 2, 3)\n",
    "plt.imshow(get_image(kernel2), cmap='gray')\n",
    "\n",
    "ax3 = fig.add_subplot(2, 2, 4)\n",
    "plt.imshow(get_image(kernel3), cmap='gray')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
